Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "325"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 325 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 65 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 63 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 325, Node N09:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459881 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.266375 -0.405841 33.248518 17.368049 5.681005 4.232157 -0.300165 6.104636 0.6501 0.6458 0.3383 nan nan
2459880 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.311536 -0.632663 26.939180 13.942649 1.326013 0.907578 -1.357674 -0.164448 0.6032 0.5836 0.4050 nan nan
2459879 dish_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459878 dish_ok 100.00% 100.00% 100.00% 0.00% - - 1.345400 0.088965 33.008329 17.251581 3.010873 2.018007 -2.360822 0.429295 0.0787 0.0817 0.0323 nan nan
2459876 dish_ok 100.00% 100.00% 100.00% 0.00% - - 1.093257 -0.041772 23.385069 11.293535 8.347944 6.190773 -2.037808 0.536882 0.0825 0.0859 0.0333 nan nan
2459875 dish_ok 100.00% 100.00% 100.00% 0.00% - - 1.939616 -0.832060 31.706445 16.226078 3.205473 2.279590 -1.027285 0.818713 0.0812 0.0841 0.0326 nan nan
2459874 dish_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459873 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.085971 -0.809916 21.973776 10.976119 1.339587 0.901304 -1.403330 -0.099730 0.6299 0.5785 0.3966 nan nan
2459872 dish_ok 100.00% 100.00% 100.00% 0.00% - - 0.903932 -0.608459 29.387491 15.064014 4.651499 4.272403 -1.290326 0.501111 0.0773 0.0751 0.0287 nan nan
2459871 dish_ok 100.00% 100.00% 100.00% 0.00% - - 1.141766 -0.711276 29.669335 15.230091 4.726639 2.726280 -1.026556 -0.058219 0.0938 0.0947 0.0350 nan nan
2459870 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.262610 -0.355666 21.705959 10.855503 2.960910 2.420061 -1.608253 0.886760 0.6320 0.5877 0.4011 nan nan
2459869 dish_ok 100.00% 0.00% 0.00% 0.00% - - 2.022240 0.043539 21.091256 10.734301 4.782004 2.979263 -0.079794 0.834693 0.6411 0.6034 0.4021 nan nan
2459868 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.894437 -0.030776 33.580393 17.510979 2.711678 1.611812 -2.326842 0.434429 0.6212 0.5781 0.4130 nan nan
2459867 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.386268 -0.469093 26.851631 13.663850 1.404071 1.013863 -1.604762 -0.095977 0.6364 0.5863 0.4129 nan nan
2459866 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.050616 -0.343415 24.879488 12.439317 1.270117 0.370468 -1.257183 -0.783970 0.6389 0.5897 0.4050 nan nan
2459865 dish_ok 100.00% 100.00% 100.00% 0.00% - - 1.595713 0.085209 32.603372 16.713085 3.220332 2.398601 3.795246 2.037144 0.0914 0.0885 0.0368 nan nan
2459864 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.376653 -0.846242 16.229877 8.684382 1.763092 1.381873 -1.990213 2.032937 0.6418 0.5842 0.4378 nan nan
2459863 dish_ok 0.00% 0.00% 0.00% 0.00% - - -0.040556 -1.435231 1.526906 -1.008431 -0.712774 0.187785 -2.096749 -0.071111 0.6345 0.5711 0.4295 nan nan
2459862 dish_ok 100.00% 0.00% 0.00% 0.00% - - 1.107721 -0.897353 19.792097 10.578914 1.532230 0.675078 -1.110543 -0.450907 0.6103 0.5963 0.4438 nan nan
2459861 dish_ok 0.00% 0.00% 0.00% 0.00% - - -0.342297 -1.291535 0.347667 -2.292086 -1.278477 -0.593070 -1.762628 -0.154386 0.6505 0.5883 0.4437 nan nan
2459860 dish_ok 100.00% 0.00% 0.00% 0.00% - - 0.899119 -0.589074 15.165074 8.129675 4.929493 3.389965 -1.344758 -0.292069 0.6577 0.5908 0.4405 nan nan
2459859 dish_ok 0.00% 0.00% 0.00% 0.00% - - -0.068432 -1.440854 0.472717 -2.243570 -0.991587 -0.733818 -1.416481 -0.580228 0.6634 0.5973 0.4369 nan nan
2459858 dish_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.339604 -1.418263 0.006851 -2.750833 -1.393749 -0.367615 -2.167898 -0.399680 0.6739 0.6024 0.4515 0.000000 0.000000
2459857 dish_ok 0.00% 100.00% 100.00% 0.00% - - 2.452216 0.291184 2.635597 1.344107 -0.665329 -0.354351 -1.629848 -2.208471 0.0319 0.0301 0.0013 nan nan
2459856 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.482458 -0.199262 14.059312 7.708743 1.171394 1.133950 -1.853098 -0.806361 0.6596 0.6155 0.4323 0.000000 0.000000
2459855 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.685121 -0.643258 15.705481 8.642606 -0.422494 -0.061807 -1.506092 -0.596047 0.6303 0.6308 0.4668 0.000000 0.000000
2459854 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.417539 -0.960023 13.226727 7.571756 0.663740 0.376647 -0.260996 1.553769 0.6472 0.6695 0.4641 0.000000 0.000000
2459853 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.991528 -0.482315 17.218636 9.909758 2.085918 0.867170 -1.882944 -0.135623 0.6930 0.6079 0.4622 0.000000 0.000000
2459852 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.064749 0.560713 17.308264 10.007200 7.156184 3.554511 10.182152 6.431504 0.7455 0.7250 0.3146 0.000000 0.000000
2459850 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.308903 0.638356 16.318770 9.354334 2.151012 5.121323 -0.341147 6.366301 0.6913 0.6809 0.3814 0.000000 0.000000
2459849 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.012343 0.132563 32.531367 19.454546 0.890642 0.765050 -2.131412 0.231052 0.6842 0.6742 0.3898 0.000000 0.000000
2459848 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.132443 -0.028258 23.494998 13.965438 3.364926 2.055531 -1.691716 -0.118544 0.6538 0.6694 0.4072 0.000000 0.000000
2459847 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.189154 -0.093436 22.233851 13.148985 5.932151 3.758880 -1.570392 -0.389220 0.6733 0.5971 0.4637 0.000000 0.000000
2459846 dish_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.626219 4.821771 17.307859 10.888887 9.955322 4.044654 -0.364619 -0.592090 0.7369 0.4784 0.5239 0.000000 0.000000
2459845 dish_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 dish_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 dish_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 dish_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.731863 -0.156632 0.097038 -1.514234 -1.058825 -2.268239 -2.191283 -1.642040 0.7153 0.5864 0.2860 0.000000 0.000000
2459841 dish_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 dish_ok 100.00% 100.00% 100.00% 0.00% - - 5.808437 0.218235 22.791702 21.237343 0.606869 -0.020819 1.789402 -1.207606 0.0345 0.0373 0.0065 nan nan
2459839 dish_ok 100.00% - - - - - 0.477715 -0.765683 66.712692 62.519268 -0.762145 -0.902634 1.529907 -1.764911 nan nan nan nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 325: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 33.248518 -0.405841 1.266375 17.368049 33.248518 4.232157 5.681005 6.104636 -0.300165

Antenna 325: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 26.939180 -0.632663 1.311536 13.942649 26.939180 0.907578 1.326013 -0.164448 -1.357674

Antenna 325: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 33.008329 0.088965 1.345400 17.251581 33.008329 2.018007 3.010873 0.429295 -2.360822

Antenna 325: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 23.385069 1.093257 -0.041772 23.385069 11.293535 8.347944 6.190773 -2.037808 0.536882

Antenna 325: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 31.706445 1.939616 -0.832060 31.706445 16.226078 3.205473 2.279590 -1.027285 0.818713

Antenna 325: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 21.973776 1.085971 -0.809916 21.973776 10.976119 1.339587 0.901304 -1.403330 -0.099730

Antenna 325: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 29.387491 -0.608459 0.903932 15.064014 29.387491 4.272403 4.651499 0.501111 -1.290326

Antenna 325: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 29.669335 -0.711276 1.141766 15.230091 29.669335 2.726280 4.726639 -0.058219 -1.026556

Antenna 325: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 21.705959 1.262610 -0.355666 21.705959 10.855503 2.960910 2.420061 -1.608253 0.886760

Antenna 325: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 21.091256 2.022240 0.043539 21.091256 10.734301 4.782004 2.979263 -0.079794 0.834693

Antenna 325: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 33.580393 1.894437 -0.030776 33.580393 17.510979 2.711678 1.611812 -2.326842 0.434429

Antenna 325: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 26.851631 1.386268 -0.469093 26.851631 13.663850 1.404071 1.013863 -1.604762 -0.095977

Antenna 325: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 24.879488 -0.343415 1.050616 12.439317 24.879488 0.370468 1.270117 -0.783970 -1.257183

Antenna 325: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 32.603372 1.595713 0.085209 32.603372 16.713085 3.220332 2.398601 3.795246 2.037144

Antenna 325: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 16.229877 -0.846242 1.376653 8.684382 16.229877 1.381873 1.763092 2.032937 -1.990213

Antenna 325: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 1.526906 -0.040556 -1.435231 1.526906 -1.008431 -0.712774 0.187785 -2.096749 -0.071111

Antenna 325: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 19.792097 1.107721 -0.897353 19.792097 10.578914 1.532230 0.675078 -1.110543 -0.450907

Antenna 325: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 0.347667 -1.291535 -0.342297 -2.292086 0.347667 -0.593070 -1.278477 -0.154386 -1.762628

Antenna 325: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 15.165074 0.899119 -0.589074 15.165074 8.129675 4.929493 3.389965 -1.344758 -0.292069

Antenna 325: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 0.472717 -0.068432 -1.440854 0.472717 -2.243570 -0.991587 -0.733818 -1.416481 -0.580228

Antenna 325: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 0.006851 -1.418263 -0.339604 -2.750833 0.006851 -0.367615 -1.393749 -0.399680 -2.167898

Antenna 325: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 2.635597 0.291184 2.452216 1.344107 2.635597 -0.354351 -0.665329 -2.208471 -1.629848

Antenna 325: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 14.059312 1.482458 -0.199262 14.059312 7.708743 1.171394 1.133950 -1.853098 -0.806361

Antenna 325: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 15.705481 -0.643258 1.685121 8.642606 15.705481 -0.061807 -0.422494 -0.596047 -1.506092

Antenna 325: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 13.226727 -0.960023 1.417539 7.571756 13.226727 0.376647 0.663740 1.553769 -0.260996

Antenna 325: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 17.218636 -0.482315 0.991528 9.909758 17.218636 0.867170 2.085918 -0.135623 -1.882944

Antenna 325: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 17.308264 -0.064749 0.560713 17.308264 10.007200 7.156184 3.554511 10.182152 6.431504

Antenna 325: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 16.318770 1.308903 0.638356 16.318770 9.354334 2.151012 5.121323 -0.341147 6.366301

Antenna 325: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 32.531367 2.012343 0.132563 32.531367 19.454546 0.890642 0.765050 -2.131412 0.231052

Antenna 325: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 23.494998 -0.028258 2.132443 13.965438 23.494998 2.055531 3.364926 -0.118544 -1.691716

Antenna 325: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 22.233851 -0.093436 1.189154 13.148985 22.233851 3.758880 5.932151 -0.389220 -1.570392

Antenna 325: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 17.307859 8.626219 4.821771 17.307859 10.888887 9.955322 4.044654 -0.364619 -0.592090

Antenna 325: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Shape 1.731863 1.731863 -0.156632 0.097038 -1.514234 -1.058825 -2.268239 -2.191283 -1.642040

Antenna 325: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 325: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 22.791702 5.808437 0.218235 22.791702 21.237343 0.606869 -0.020819 1.789402 -1.207606

Antenna 325: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 66.712692 -0.765683 0.477715 62.519268 66.712692 -0.902634 -0.762145 -1.764911 1.529907
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